External validation and comparison of six cardiovascular risk prediction models in the Prospective Urban Rural Epidemiology (PURE)-Colombia study.

IF 8.4 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS
Jose P Lopez-Lopez, Angel A Garcia-Pena, Daniel Martinez-Bello, Ana M Gonzalez, Maritza Perez-Mayorga, Oscar Mauricio Muñoz Velandia, Gabriela Ruiz-Uribe, Alfonso Campo, Sumathy Rangarajan, Salim Yusuf, Patricio Lopez-Jaramillo
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引用次数: 0

Abstract

Aims: To externally validate the SCORE2, AHA/ACC pooled cohort equation (PCE), Framingham Risk Score (FRS), Non-Laboratory INTERHEART Risk Score (NL-IHRS), Globorisk-LAC, and WHO prediction models and compare their discrimination and calibration capacity.

Methods and results: Validation in individuals aged 40-69 years with at least 10 years of follow-up and without baseline use of statins or cardiovascular diseases from the Prospective Urban Rural Epidemiology (PURE)-Colombia prospective cohort study. For discrimination, the C-statistic, and receiver operating characteristic curves with the integrated area under the curve (AUCi) were used and compared. For calibration, the smoothed time-to-event method was used, choosing a recalibration factor based on the integrated calibration index (ICI). In the NL-IHRS, linear regressions were used. In 3802 participants (59.1% women), baseline risk ranged from 4.8% (SCORE2 women) to 55.7% (NL-IHRS). After a mean follow-up of 13.2 years, 234 events were reported (4.8 cases per 1000 person-years). The C-statistic ranged between 0.637 (0.601-0.672) in NL-IHRS and 0.767 (0.657-0.877) in AHA/ACC PCE. Discrimination was similar between AUCi. In women, higher over-prediction was observed in the Globorisk-LAC (61%) and WHO (59%). In men, higher over-prediction was observed in FRS (72%) and AHA/ACC PCE (71%). Overestimations were corrected after multiplying by a factor derived from the ICI.

Conclusion: Six prediction models had a similar discrimination capacity, supporting their use after multiplying by a correction factor. If blood tests are unavailable, NL-IHRS is a reasonable option. Our results suggest that these models could be used in other countries of Latin America after correcting the overestimations with a multiplying factor.

前瞻性城市农村流行病学(PURE)-哥伦比亚研究中六种心血管风险预测模型的外部验证和比较。
目的:从外部验证 SCORE2、AHA/ACC Pooled Cohort Equation (PCE)、Framingham Risk Score (FRS)、Non-Laboratory INTERHEART Risk Score (NL-IHRS)、Globorisk-LAC 和 WHO 预测模型,并比较其辨别和校准能力:对哥伦比亚城市和农村流行病学前瞻性队列研究(PURE)中年龄在 40-69 岁、随访至少 10 年、基线未使用他汀类药物或未患心血管疾病的个体进行验证。在判别方面,使用并比较了 C 统计量和接收者操作特征曲线以及曲线下的综合面积 (AUCi)。在校准方面,采用了平滑时间到事件法,根据综合校准指数(ICI)选择重新校准因子。NL-IHRS 采用线性回归法:在 3802 名参与者(59.1% 为女性)中,基线风险从 4.8%(SCORE2 女性)到 55.7%(NL-IHRS)不等。在平均 13.2 年的随访后,共报告了 234 起事件(每千人年 4.8 起)。NL-IHRS 和 AHA/ACC PCE 的 C 统计量分别为 0.637(0.601-0.672)和 0.767(0.657-0.877)。AUCi 之间的区分度相似。在女性中,Globorisk-LAC(61%)和WHO(59%)的预测过高。在男性中,FRS(72%)和 AHA/ACC PCE(71%)的高估率较高。在乘以根据 ICI 得出的系数后,高估率得到了纠正:结论:六种预测模型具有相似的分辨能力,支持在乘以校正因子后使用这些模型。如果无法进行血液检测,NL-IHRS 是一个合理的选择。我们的研究结果表明,在用乘法系数校正高估值后,这些模型可用于拉丁美洲的其他国家。
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来源期刊
European journal of preventive cardiology
European journal of preventive cardiology CARDIAC & CARDIOVASCULAR SYSTEMS-
CiteScore
12.50
自引率
12.00%
发文量
601
审稿时长
3-8 weeks
期刊介绍: European Journal of Preventive Cardiology (EJPC) is an official journal of the European Society of Cardiology (ESC) and the European Association of Preventive Cardiology (EAPC). The journal covers a wide range of scientific, clinical, and public health disciplines related to cardiovascular disease prevention, risk factor management, cardiovascular rehabilitation, population science and public health, and exercise physiology. The categories covered by the journal include classical risk factors and treatment, lifestyle risk factors, non-modifiable cardiovascular risk factors, cardiovascular conditions, concomitant pathological conditions, sport cardiology, diagnostic tests, care settings, epidemiology, pharmacology and pharmacotherapy, machine learning, and artificial intelligence.
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